{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# IRuby and matplotlib (through PyCall) integration example\n",
    "\n",
    "## Install matplotlib\n",
    "\n",
    "You can install matplotlib by `gem install --pre matplotlib`.\n",
    "matplotlib.gem depends on pycall.gem so you don't need to install pycall explicitly.\n",
    "\n",
    "## How to use matplotlib in IRuby\n",
    "\n",
    "You should call `Matplotlib::IRuby.activate` method defined in `matplotlib/iruby` to prepare the integration between IRuby and matplotlib.\n",
    "\n",
    "This method defines `Matplotlib::Pyplot` module that has singleton methods connected to functions defined in `matplotlib.pyplot` module in Python-side.\n",
    "\n",
    "Also, this method defines the way to display matplotlib's figure as an output of execution. When you display the current figure, you can call `Matplotlib::Pyplot.gcf` method at the end of the code cell.\n",
    "\n",
    "## Example code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Matplotlib::Pyplot"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "require 'matplotlib/iruby'\n",
    "Matplotlib::IRuby.activate\n",
    "plt = Matplotlib::Pyplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "#<Matplotlib::Figure:0x007f997699a658 @__pyptr__=#<PyCall::PyPtr:0x007f997699a6a8 type=Figure addr=0x0000010af9c4e0>>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "#<PyCall::List:0x007f99769a0648 @__pyptr__=#<PyCall::PyPtr:0x007f99769a06c0 type=list addr=0x0000010b09e848>>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.plot([1, 2, 3, 4, 5], [1, 2, 3, 1, 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "#<Matplotlib::Figure:0x007f9978122938 @__pyptr__=#<PyCall::PyPtr:0x007f9978122960 type=Figure addr=0x0000010afd6908>>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "#<PyCall::List:0x007f9978123b30 @__pyptr__=#<PyCall::PyPtr:0x007f9978123b58 type=list addr=0x0000010b4eef88>>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Multiple plots in a figure\n",
    "plt.plot([1, 2, 3, 4, 5], [1, 2, 3, 1, 2])\n",
    "plt.plot([10, 20, 30, 40, 50], [1, 2, 3, 1, 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "#<Matplotlib::Figure:0x007f997985c9c8 @__pyptr__=#<PyCall::PyPtr:0x007f997985c9f0 type=Figure addr=0x0000010b398a58>>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "#<Matplotlib::Figure:0x007f9979854958 @__pyptr__=#<PyCall::PyPtr:0x007f9979854980 type=Figure addr=0x0000010b4e2668>>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "#<PyCall::List:0x007f997985fe48 @__pyptr__=#<PyCall::PyPtr:0x007f997985ff10 type=list addr=0x0000010b831408>>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Multiple figures\n",
    "plt.figure()\n",
    "plt.plot([1, 2, 3, 4, 5], [1, 2, 3, 1, 2])\n",
    "\n",
    "plt.figure()\n",
    "plt.plot([10, 20, 30, 40, 50], [1, 2, 3, 1, 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Ruby 2.4.1",
   "language": "ruby",
   "name": "ruby"
  },
  "language_info": {
   "file_extension": ".rb",
   "mimetype": "application/x-ruby",
   "name": "ruby",
   "version": "2.4.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
